← Strategy Research Lab
Experiment log · GP

Searching for profit that survives costs

9,400,320 unique configurations in this batch; 3315 finalists received full and recent stress replays. Starting cash: ৳100,000. Data through 2026-10-13. Compute: local connected computer, 4 CPU threads.

Full historical period: 2009-11-16 → 2026-10-13 (16.9 years). Selected finalist annualized return: -9.3%. This annualized figure describes the historical raw-price simulation.

All settings were tested for 51 fixed rule sets in the declared grid. The maximum is proven only within that finite historical grid. Full and recent-period results were used to select finalists, so those returns are in-sample. No global maximum across all possible strategies has been established. Corporate-action adjustments remain incomplete.

Every individual rule family

Which indicators produce the strongest historical settings?

51/51 families complete · 184,320 parameter configurations per family · full declared single-rule grid finished

Grid complete
FamilyMaximum historical NAVClosed positionsSame setting: recent stress NAVProfitable settingsInspect
Flow: Ease of Movement৳450,0338৳127,18330,526 / 184,320Rules & fills →
Flow: NVI৳390,12711৳105,74743,689 / 184,320Rules & fills →
Flow: Accumulation persistence৳359,22441৳120,38032,640 / 184,320Rules & fills →
Flow: RVOL percentile৳353,24413৳162,50818,868 / 184,320Rules & fills →
Volume confirmation৳347,78115৳129,3399,274 / 184,320Rules & fills →
Flow: Breakout confirmation৳337,45242৳110,70011,997 / 184,320Rules & fills →
Bollinger breakout৳315,96014৳116,34611,999 / 184,320Rules & fills →
Flow: OBV slope৳301,20730৳140,57715,991 / 184,320Rules & fills →
Flow: Signed imbalance৳301,20730৳140,57715,991 / 184,320Rules & fills →
Flow: Turnover shock৳297,22242৳89,71313,754 / 184,320Rules & fills →
Flow: Volume z-score৳292,51834৳95,59614,055 / 184,320Rules & fills →
Flow: VWAP pressure৳291,6579৳101,36469,788 / 184,320Rules & fills →
Flow: Price-volume divergence৳289,52628৳113,66818,692 / 184,320Rules & fills →
Support rebound৳283,53522৳80,64542,237 / 184,320Rules & fills →
Flow: Force Index৳279,66935৳105,55818,844 / 184,320Rules & fills →
Flow: RVOL৳277,16035৳96,50211,370 / 184,320Rules & fills →
RSI corridor৳275,88338৳133,93625,111 / 184,320Rules & fills →
Flow: Traded value৳275,36617৳101,29921,390 / 184,320Rules & fills →
Flow: VPT৳271,29524৳114,09912,350 / 184,320Rules & fills →
Flow: Volume Profile POC৳270,86413৳92,24917,592 / 184,320Rules & fills →
Flow: Amihud৳268,87743৳69,58638,276 / 184,320Rules & fills →
Flow: OBV৳264,87329৳145,58114,391 / 184,320Rules & fills →
Donchian breakout৳260,34639৳123,36137,063 / 184,320Rules & fills →
Flow: VWAP৳255,90534৳111,0529,010 / 184,320Rules & fills →
Flow: Gap pressure৳250,90313৳118,6079,064 / 184,320Rules & fills →
Flow: Klinger Oscillator৳244,05835৳101,2024,692 / 184,320Rules & fills →
Flow: Accumulation streak৳241,06141৳88,56912,536 / 184,320Rules & fills →
Flow: PVI৳239,64125৳119,99510,240 / 184,320Rules & fills →
Flow: CMF৳239,18643৳150,06410,679 / 184,320Rules & fills →
Flow: OBV divergence৳238,33163৳88,80411,528 / 184,320Rules & fills →
MFI corridor৳234,74053৳106,7794,697 / 184,320Rules & fills →
EMA 50/200৳231,49621৳108,89921,101 / 184,320Rules & fills →
EMA 8/128৳226,69720৳110,1418,947 / 184,320Rules & fills →
MACD৳221,59838৳122,15910,659 / 184,320Rules & fills →
Flow: Volume concentration৳213,15317৳77,56512,055 / 184,320Rules & fills →
Flow: Anchored VWAP৳210,42944৳114,9925,071 / 184,320Rules & fills →
Flow: VPT acceleration৳210,38542৳96,2666,600 / 184,320Rules & fills →
Flow: ADL slope৳204,89811৳121,8697,206 / 184,320Rules & fills →
Flow: Chaikin Oscillator৳202,03057৳99,6888,676 / 184,320Rules & fills →
Flow: Pressure regime৳200,55730৳106,8271,588 / 184,320Rules & fills →
Flow: MFI৳199,75130৳62,4787,420 / 184,320Rules & fills →
Compression breakout৳199,4399৳90,49450,276 / 184,320Rules & fills →
Flow: Volatility adjusted flow৳198,61366৳84,3153,069 / 184,320Rules & fills →
Custom DMI৳197,47158৳123,08713,788 / 184,320Rules & fills →
Flow: Range flow৳192,20145৳105,29419,188 / 184,320Rules & fills →
AO momentum৳188,23226৳125,53811,268 / 184,320Rules & fills →
Kalman milestone৳180,09571৳114,16911,008 / 184,320Rules & fills →
Candle confirmation৳171,37223৳81,2315,016 / 184,320Rules & fills →
Five-year profile POC৳151,2747৳75,61810,384 / 184,320Rules & fills →
Flow: ADL৳143,85424৳85,5512,441 / 184,320Rules & fills →
Confluence৳100,0000৳100,0000 / 184,320Rules & fills →

Each family is ranked using its own maximum full-history NAV. These settings were chosen retrospectively. The count of profitable settings is not a probability of future profit. Combination strategies are a separate search space.

Verification and duplicate signals

9,400,320 stored configurations checked across 51 families. 509 selected configurations were replayed serially; maximum difference: 0. All 3,315 detailed finalist ledgers reconciled. Recorded failures: 0.

The 51 catalog families produced 50 distinct GP signal-mask sets. Flow: OBV slope = Flow: Signed imbalance had identical observed signals. Parameter counts are not counts of independent ideas.

Challenge the profit leader

Flow: Ease of Movement: how concentrated are the gains?

Completed positions8
Largest win: share of realized gains34.9%
Top three wins: share of realized gains78.5%

Shares use the sum of realized gains on winning positions; they do not describe the return of a strategy with those trades removed. All diagnostics reuse the exposed historical data.

full normal৳450,033Drawdown 35.9%
full double costs / T+5৳414,663Drawdown 35.9%
full triple costs / T+5৳381,630Drawdown 36.1%
full half participation cap৳386,768Drawdown 35.9%
recent normal৳128,853Drawdown 28.5%
recent double costs / T+5৳127,183Drawdown 28.4%
full extra-session signal delay৳449,962Drawdown 35.9%
What if you started later?

Each row starts a separate ৳100,000 account and ends on 13 October 2026. The rows cannot be added into one portfolio.

Start 2009-11-16৳450,0338 closed positions
Start 2012-01-01৳383,4147 closed positions
Start 2015-01-01৳217,0005 closed positions
Start 2018-01-01৳125,9183 closed positions
Start 2021-01-03৳122,4972 closed positions
Start 2024-01-01৳128,8531 closed positions

Choose profit with more trades

Jump to the highest historical NAV that meets a minimum completed-position count. The saved frontier covers this trade-off.

Profit versus completed positions

Each dot is a finalist. Horizontal = full-history completed positions; vertical = full-history net return. Select a dot to inspect it.

0% return350.0% net return0 positions465 positions

Teal: positive recent stress return. Rose: zero or negative recent stress return.

The trade count–profit frontier

These 93 grid candidates cannot be beaten on both historical NAV and completed positions by another grid candidate. More positions often reduce profit.

Compare every trade-off and open its fills
Completed positionsFull-history NAVRecent stress NAVInspect
465৳479৳19,237Rules & trades →
459৳570৳19,289Rules & trades →
455৳608৳30,525Rules & trades →
454৳696৳29,045Rules & trades →
452৳696৳19,289Rules & trades →
427৳787৳25,792Rules & trades →
424৳1,097৳25,792Rules & trades →
421৳1,228৳25,792Rules & trades →
413৳1,783৳23,499Rules & trades →
407৳2,302৳23,499Rules & trades →
406৳2,320৳23,499Rules & trades →
404৳2,549৳23,499Rules & trades →
403৳2,646৳23,499Rules & trades →
401৳2,945৳23,499Rules & trades →
399৳3,250৳23,499Rules & trades →
393৳3,275৳23,499Rules & trades →
381৳3,641৳29,502Rules & trades →
379৳3,718৳27,745Rules & trades →
373৳3,724৳30,351Rules & trades →
371৳3,732৳28,986Rules & trades →
370৳3,748৳28,986Rules & trades →
369৳4,354৳28,986Rules & trades →
368৳4,894৳30,824Rules & trades →
365৳4,990৳32,033Rules & trades →
357৳4,997৳32,033Rules & trades →
356৳5,218৳28,837Rules & trades →
354৳5,221৳25,150Rules & trades →
334৳5,329৳30,036Rules & trades →
333৳5,419৳36,559Rules & trades →
332৳5,784৳36,559Rules & trades →
330৳6,774৳24,060Rules & trades →
322৳8,326৳23,926Rules & trades →
318৳9,371৳58,936Rules & trades →
310৳10,141৳51,727Rules & trades →
307৳10,511৳51,727Rules & trades →
304৳15,178৳58,936Rules & trades →
279৳20,779৳54,998Rules & trades →
278৳21,564৳54,275Rules & trades →
275৳21,636৳63,154Rules & trades →
274৳26,273৳63,206Rules & trades →
273৳29,419৳62,712Rules & trades →
256৳29,590৳55,742Rules & trades →
255৳31,882৳55,742Rules & trades →
254৳33,027৳71,757Rules & trades →
253৳43,846৳60,759Rules & trades →
243৳50,962৳61,920Rules & trades →
222৳51,791৳67,184Rules & trades →
211৳53,155৳38,370Rules & trades →
182৳53,269৳73,871Rules & trades →
180৳57,215৳80,303Rules & trades →
179৳61,425৳67,612Rules & trades →
178৳64,345৳78,839Rules & trades →
174৳71,910৳75,863Rules & trades →
168৳76,436৳74,795Rules & trades →
164৳76,786৳83,870Rules & trades →
151৳78,693৳48,065Rules & trades →
149৳81,870৳48,065Rules & trades →
147৳83,715৳51,784Rules & trades →
146৳84,726৳50,158Rules & trades →
145৳85,728৳51,194Rules & trades →
144৳91,007৳49,551Rules & trades →
143৳96,356৳49,551Rules & trades →
129৳99,944৳52,622Rules & trades →
128৳100,941৳52,622Rules & trades →
122৳102,600৳91,283Rules & trades →
120৳105,023৳82,755Rules & trades →
117৳110,155৳49,557Rules & trades →
114৳112,924৳52,842Rules & trades →
113৳126,750৳90,739Rules & trades →
109৳138,974৳102,356Rules & trades →
106৳146,851৳95,338Rules & trades →
105৳153,643৳95,031Rules & trades →
104৳160,541৳98,869Rules & trades →
103৳163,825৳101,081Rules & trades →
100৳171,166৳100,173Rules & trades →
99৳174,900৳102,408Rules & trades →
93৳176,438৳104,720Rules & trades →
91৳185,425৳103,784Rules & trades →
89৳203,081৳106,103Rules & trades →
78৳216,647৳117,604Rules & trades →
72৳219,750৳116,611Rules & trades →
70৳248,900৳121,502Rules & trades →
57৳287,506৳123,512Rules & trades →
47৳307,724৳112,431Rules & trades →
44৳310,063৳67,382Rules & trades →
43৳336,818৳116,030Rules & trades →
42৳337,452৳110,700Rules & trades →
41৳359,224৳120,380Rules & trades →
20৳361,179৳129,192Rules & trades →
18৳364,644৳142,912Rules & trades →
17৳388,758৳142,912Rules & trades →
16৳401,243৳142,912Rules & trades →
8৳450,033৳127,183Rules & trades →

#2572 · MACD

Full-history NAV৳19,080

Net return -80.9% · drawdown 82.4% · 255 closed positions

2024 onward NAV৳73,240

Net return -26.8% · drawdown 40.3% · 45 closed positions

2024 stress NAV৳30,307

Net return -69.7% · drawdown 69.7% · 36 closed positions

Variant 3; fixed stop 12.0%; maximum 5 sessions; gate None; continuous signal; exit stop/time only; trailing arms at 8.0%, distance 3.5%; partial sale at 15.0% (0 = off).

Account reconciliation

Cash৳85
Unsettled৳18,994
Holdings৳0
NAV৳19,080
Realized P&L৳-80,920
Unrealized P&L৳0
Fees৳109,190
Friction৳50,669

NAV = cash + unsettled proceeds + marked holdings. Maximum reconciliation error: ৳7.28e-11. Normal replay: 0.44% commission plus 0.2% base friction per side, modeled impact and T+3. Stress doubles commission/base friction and uses T+5. These are research assumptions.

All fills for finalist #2572

512 fills, including partial sales. Page 5.

DateSideSharesPriceFeesFrictionCash flowRealized P&L
2022-04-07BUY101320.4142.3966.75-32,569.540
2022-04-17SELL101320.6142.4767.0532,171.08-398.46
2022-04-20BUY99322.8140.6165.78-32,163.590
2022-04-27SELL99326.4142.1866.4832,104.94-58.65
2022-05-08BUY100320.1140.8465.49-32,216.330
2022-05-16SELL100310.3136.5363.1930,830.28-1,386.06
2022-06-01BUY100308135.5262.69-30,998.210
2022-06-08SELL100308135.5262.7430,601.74-396.47
2022-06-13BUY99307133.7362.13-30,588.850
2022-06-20SELL99306133.2962.2330,098.48-490.38
2022-06-23BUY98305131.5261.36-30,082.870
2022-06-30SELL98294.9127.1658.9528,714.09-1,368.78
2022-07-26BUY98289.4124.7957.32-28,543.310
2022-08-02SELL98298.9128.8959.2629,104.05560.74
2022-08-07BUY97300128.0458.96-29,2870
2022-08-16SELL97288.9123.356.7827,843.22-1,443.78
2022-08-22BUY95288.9120.7655.52-27,621.780
2022-08-29SELL95290121.2255.6827,373.1-248.68
2022-09-01BUY94290119.9455.08-27,435.020
2022-09-08SELL94291.9120.7355.4727,262.4-172.62
2022-09-13BUY95287119.9755.16-27,440.130
2022-09-20SELL95287.2120.0555.3727,108.58-331.55
2022-09-25BUY93286.6117.2854.11-26,825.190
2022-10-02SELL93286.6117.2854.2626,482.26-342.92
2024-04-08BUY109242.4116.2653.6-26,591.450
2024-04-18SELL109236.1113.2352.4525,569.21-1,022.24
2024-04-23BUY109233.6112.0352.21-25,626.650
2024-04-30SELL109239114.6253.4625,882.92256.27
2024-05-06BUY106241.9112.8252.72-25,806.940
2024-05-13SELL106237.2110.6351.3724,981.2-825.74
2024-05-16BUY107233.6109.9851.08-25,156.260
2024-05-26SELL107228.5107.5849.8824,292.04-864.21
2024-06-04BUY105228105.3449.01-24,094.350
2024-06-11SELL105225.4104.1349.0623,513.81-580.54
2024-06-19BUY105224103.4948.39-23,671.880
2024-06-26SELL105229.9106.2149.5623,983.72311.84
2024-07-02BUY96247.6104.5948.6-23,922.780
2024-07-09SELL96248.8105.0948.6723,731.04-191.74
2024-07-14BUY96246103.9148.04-23,767.950
2024-07-25SELL96248.1104.848.4123,664.4-103.55
2024-07-30BUY92254.2102.947.49-23,536.790
2024-08-11SELL92345.6139.964.7331,590.578,053.78
2024-08-15BUY82381137.4662.68-31,442.150
2024-08-21SELL82335.28120.9755.0927,316.9-4,125.24
2024-08-22BUY13241.430.65-326.070
2024-08-28SELL13301.450.66327.891.81
2024-08-29BUY77348.9118.2153.81-27,037.320
2024-09-05SELL77343116.2152.8926,241.9-795.41
2024-11-13BUY81329.3117.3653.74-26,844.40
2024-11-20SELL81321.2114.4852.425,850.33-994.07
2024-12-04BUY79324.5112.851.7-25,8000
2024-12-11SELL79318110.5450.824,960.66-839.34
2024-12-19BUY76324.5108.5149.9-24,820.420
2024-12-29SELL76322.5107.8449.5824,352.58-467.83
2025-01-02BUY75324.5107.0949.28-24,493.870
2025-01-09SELL75327.8108.1749.8424,426.99-66.88
2025-01-14BUY71340106.2248.69-24,294.910
2025-01-21SELL71333.3104.1247.7623,512.42-782.49
2025-01-26BUY71331.8103.6547.54-23,7090
2025-02-02SELL71336.7105.1948.2423,752.2843.28
2025-02-05BUY69340103.2247.26-23,610.490
2025-02-12SELL69336.6102.1946.9123,076.29-534.19
2025-02-17BUY67341100.5346.09-22,993.620
2025-02-24SELL6734610246.6123,033.3939.77
2025-04-17BUY72320.2101.4447.1-23,202.940
2025-04-24SELL72321101.6947.3622,962.94-239.99
2025-06-03BUY79288.2100.1846.99-22,914.960
2025-06-18SELL7928599.0746.7822,369.16-545.81
2025-06-23BUY77290.298.3246.3-22,490.020
2025-06-30SELL77303102.6648.2423,180.1690.08
2025-07-07BUY77298.110147.33-23,102.030
2025-07-14SELL77298.6101.1747.2722,843.76-258.26
2025-07-17BUY76298.999.9546.51-22,862.860
2025-07-24SELL76323.3108.1149.8424,412.851,549.99
2025-07-29BUY75320105.648.58-24,154.180
2025-08-06SELL75320105.648.5223,845.88-308.29
2025-08-07BUY1317.11.40.63-319.130
2025-08-17SELL13061.350.61304.04-15.09
2025-09-04BUY77309104.6948.23-23,945.920
2025-09-11SELL77303102.6647.3823,180.96-764.96
2025-11-26BUY83277.5101.3448.21-23,182.050
2025-12-03SELL83280102.2648.6523,089.09-92.96
2025-12-08BUY83278.7101.7848.42-23,282.30
2025-12-15SELL83258.794.4844.1121,333.52-1,948.78
2026-01-15BUY83253.592.5843.07-21,176.140
2026-01-22SELL8326596.7844.7121,853.52677.37
2026-01-27BUY81267.195.1943.9-21,774.20
2026-02-03SELL81264.894.3743.4321,311-463.2
2026-02-09BUY81262.493.5243.01-21,390.930
2026-02-18SELL81268.595.6943.9521,608.86217.93
2026-02-23BUY81266.995.1243.73-21,757.750
2026-03-02SELL81260.292.7442.620,940.86-816.89
2026-04-16BUY85242.790.7742.06-20,762.330
2026-04-23SELL85243.991.2242.3320,597.96-164.37
2026-04-28BUY84244.890.4841.98-20,695.660
2026-05-05SELL84242.589.6341.6220,238.75-456.91
2026-05-10BUY83242.988.7141.27-20,290.680
2026-05-17SELL83239.987.6140.6319,783.46-507.22
2026-05-20BUY82238.986.239.96-19,715.960
2026-06-02SELL82240.686.8140.3119,602.09-113.87